{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import os\n",
    "from utils import *\n",
    "from tacotron import Tacotron\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "paths, lengths, texts, raw_texts = [], [], [], []\n",
    "text_files = [f for f in os.listdir('mel') if f.endswith('.npy')]\n",
    "for fpath in text_files:\n",
    "    with open('%s/%s' % (path, fpath.replace('npy', 'txt'))) as fopen:\n",
    "        text = fopen.read()\n",
    "    paths.append(fpath.replace('.npy', ''))\n",
    "    text = text_normalize(text)\n",
    "    raw_texts.append(text)\n",
    "    text = text + 'E'\n",
    "    texts.append(np.array([char2idx[char] for char in text], np.int32))\n",
    "    lengths.append(len(text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['OAF_mop_fear', 'OAF_ripe_neutral'],\n",
       " [17, 18],\n",
       " [array([22,  4, 28,  3, 23, 11,  8,  3, 26, 18, 21,  7,  3, 16, 18, 19,  2],\n",
       "        dtype=int32),\n",
       "  array([22,  4, 28,  3, 23, 11,  8,  3, 26, 18, 21,  7,  3, 21, 12, 19,  8,\n",
       "          2], dtype=int32)])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paths[:2], lengths[:2], texts[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dynamic_batching(paths):\n",
    "    files, max_y, max_z = [], 0, 0\n",
    "    for n in range(len(paths)):\n",
    "        files.append(get_cached(paths[n]))\n",
    "        if files[-1][0].shape[0] > max_y:\n",
    "            max_y = files[-1][0].shape[0]\n",
    "        if files[-1][1].shape[0] > max_z:\n",
    "            max_z = files[-1][1].shape[0]\n",
    "    return files, max_y, max_z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.reset_default_graph()\n",
    "sess = tf.InteractiveSession()\n",
    "model = Tacotron()\n",
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:05<00:00,  1.46it/s, cost=1.49, loss1=0.0462, loss2=0.0282, loss_att=0.00214, loss_bd1=0.71, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.43it/s, cost=1.47, loss1=0.036, loss2=0.0243, loss_att=0.00212, loss_bd1=0.71, loss_bd2=0.702]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.44it/s, cost=1.47, loss1=0.0318, loss2=0.0225, loss_att=0.00212, loss_bd1=0.709, loss_bd2=0.703]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.46, loss1=0.0289, loss2=0.0214, loss_att=0.002, loss_bd1=0.709, loss_bd2=0.703]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.46, loss1=0.0279, loss2=0.0224, loss_att=0.00176, loss_bd1=0.707, loss_bd2=0.702]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.46, loss1=0.0276, loss2=0.0207, loss_att=0.00282, loss_bd1=0.708, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.46, loss1=0.0279, loss2=0.0202, loss_att=0.00139, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.46, loss1=0.0258, loss2=0.0192, loss_att=0.0015, loss_bd1=0.708, loss_bd2=0.703]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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fxkgUsjYAXFjeqGn+iFLmRJZEimU0ojS0fcDZfe83VGXHnAK8Eviser/P3wdsl7TV9q5SpSsrAEfEyjOaALwT2CjpXHqB91Lgbc+cwv4OsP7Ye0mfBX6tKfhCxoAjoss8miwI2zPAVcAO4F7gNtu7JV0naetim5cecER024hGsmzfAdwxr+yawr4XDlNnAnBEdFoeRY6IaEsCcEREC1pecmiQBGBYZLpTIT3t6MyCa1JDGpwLywWplG5WmKQHaJxcp1ZDelyJphquZa5Q3ygn9mmSdLcVR2QIIiKiNQnAERFtSQCOiGhJAnBERAuyIkZERIuO5wAs6UbgzcB+26+syq4Ffgn4drXbv6ueEommO/qz9TP4NP5+PF2YjKdAM/UT6wC4lAUxt8DyBo2T8US04Hhflv4mYEtN+Qdsn1dtCb4RMZFGNCH7shgYgG3fBTw2hrZERIzWMJOxT3IAbnCVpK9KulHSi0o7Sbry2CzzR1nY1+mIiCXrYAD+PeClwHnAI8D7Sjva3mZ7s+3NqykvmR4RMWrHnoSb1CGIRWVB2P7WsdeSPgh8fGQtiogYIU3wjeFF9YAlndH39p8Bfz2a5kREjNCEjwEPk4Z2C3AhvVVD9wK/CVwo6Tx6TX8Q+OVlbONkWsT6cotK0ZopTO5zpPBv52LOUUqPyyQ10QHH9YMYti+rKf7wMrQlImL0jucAHBFxPDuue8AREce1BOCIiBZ4sh9FTgCOiM7KihgrTWPmQOGfYi1i6Z9CtoVOWFM+qLSM0ar6XwOVMjBoWCqp6foLk/uUsi0WtbxTw5JIxesvZYFMcP5o43XWWMy1LPQc1UELP6ak/lds4SY4mycBOCI6LT3giIg2ZFXkiIj25CZcRERLEoAjItpgchMuIqItuQkXzRrWkSumm524rrb80D88u1jXN15bv17cRRd/sbb8ZSd+q7Yc4MdOvL+2/CSVU8dOmapP9zqlkLr0oukTi3WVHHX9OQAO+2ht+TrVp+5NjzKlqsFs0zqCCzRXuOO0WoUUvAaldpXO0ftsdNdy4pkjqigBOCJi/PIgRkREW+yJnpA9ATgium1y428CcER0W4YgIiLaYBa3SsyYjDUAH+TxA5/y7Q9Vb9cDB8Z5/tY99/dguOs/tMDyRxrq2lFffP9/GNiK5bDy/v8/ayVfOwx//d8/krONKP5K2gL8LjANfMj29fM+fxfwL4AZ4NvAL9p+6HkV9RlrALb94mOvJe2yvXmc558kuf6Ve/0r+dph/Nc/iiEISdPADcAbgb3ATknbbd/Tt9uXgM22n5L0L4H/AvxMU73jSXSMiGiJ5jxwG8L5wB7bD9g+AtwKXNK/g+07bT9Vvf0csGFQpQnAEdFdo1uW/izg4b73e6uykiuAvxhUaZs34ba1eO5JkOtfuVbytcMYr7/3IMZQEXa9pF1977fZXlQ7Jf0csBl43aB9WwvAi724rsj1r9zrX8nXDi1c/3BPRx8YMC69D+h/zn9DVfYcki4CfgN4ne3Dg06aIYiI6DTZA7ch7AQ2SjpX0hrgUmD7c84jvRr4fWCr7f3DVNpKAJa0RdJ9kvZIurqNNoyTpBsl7Zf0131lp0n6pKT7q/++qM02LhdJZ0u6U9I9knZLekdVvlKuf62kz0v6SnX9v1WVnyvp7upv4KPVH3UnSZqW9CVJH6/ej+/aRzQGbHsGuIpeMue9wG22d0u6TtLWarf/CpwM/LGkL0vaXqjuGWMPwH3pHBcDm4DLJG0adzvG7CZgy7yyq4FP294IfLp630UzwK/a3gRcAPyr6v/3Srn+w8Drbb8KOA/YIukC4L3AB2y/DHic3k2brnoHvaB1zBivfXAGxLBzRdi+w/bLbb/U9n+qyq6xvb16fZHt022fV21bm2tspwc8MJ2ja2zfBTw2r/gS4Obq9c3AW8baqDGx/YjtL1avD9L7QzyLlXP9tv3d6u3qajPweuD2qryz1y9pA/BPgQ9V78W4r90evLWkjQC80HSOrjrd9rHn1r4JnN5mY8ZB0jnAq4G7WUHXX30F/zKwH/gk8HfAE9XXWuj238DvAO/m2Vth38M4r929JYkGbW3JTbgJYHvC125dOkknA38CvNP23/d/1vXrtz1r+zx6d87PB/5By00aC0lvBvbb/kKrDZngHnAbaWhDpXOsAN+SdIbtRySdQa931EmSVtMLvn9k+0+r4hVz/cfYfkLSncCPAi+UtKrqCXb1b+A1wFZJbwLWAi+gN5fCeK99gv9pb6MHPDCdY4XYDlxevb4c+FiLbVk21Zjfh4F7bb+/76OVcv0vlvTC6vU6enMJ3AvcCfx0tVsnr9/2e2xvsH0Ovb/zz9j+WcZ87ZqbG7i1ZewBuJTOMe52jJOkW4C/Al4haa+kK4DrgTdKuh+4qHrfRa8Bfh54fZWa8+WqR7RSrv8M4E5JX6XX+fik7Y8Dvw68S9IeeuOiH26xjeM2vms3vdHnQVtL5AlesjkiYilOPelMX7Dplwfu94ld136hjRnqMiF7RHTbBHcyE4AjotsSgCMiWnBsDHhCJQBHRKe1meUwSAJwRHRYuw9aDJIAHBHdZRKAIyJaM7kjEAnAEdFtQ0643ooE4IjotgTgiIgW2DA7uWMQCcAR0W3pAUdEtCQBOCKiBQaGXPOtDQnAEdFhBmcMOCJi/ExuwkVEtCZjwBERLUkAjohoQybjiYhoh4FMRxkR0ZL0gCMi2pBHkSMi2mFw8oAjIlqSJ+EiIlqSMeCIiBbYyYKIiGhNesAREW0wnp1tuxFFCcAR0V0TPh3lVNsNiIhYVp4bvA1B0hZJ90naI+nqms9PkPTR6vO7JZ0zqM4E4IjoLAOe88BtEEnTwA3AxcAm4DJJm+btdgXwuO2XAR8A3juo3gTgiOgue1Q94POBPbYfsH0EuBW4ZN4+lwA3V69vB94gSU2VZgw4IjptRDfhzgIe7nu/F/iR0j62ZyR9B/ge4ECp0gTgiOisgzy+41O+ff0Qu66VtKvv/Tbb25arXcckAEdEZ9neMqKq9gFn973fUJXV7bNX0irgVODRpkozBhwRMdhOYKOkcyWtAS4Fts/bZztwefX6p4HP2M1PgaQHHBExQDWmexWwA5gGbrS9W9J1wC7b24EPA38oaQ/wGL0g3UgDAnRERCyTDEFERLQkATgioiUJwBERLUkAjohoSQJwRERLEoAjIlqSABwR0ZIE4IiIlvx/NUm8q2t8uCYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.47it/s, cost=1.46, loss1=0.0248, loss2=0.0194, loss_att=0.00155, loss_bd1=0.708, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.45, loss1=0.0242, loss2=0.019, loss_att=0.00156, loss_bd1=0.707, loss_bd2=0.702]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.44it/s, cost=1.45, loss1=0.0236, loss2=0.0186, loss_att=0.00156, loss_bd1=0.707, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.45, loss1=0.0232, loss2=0.0184, loss_att=0.0016, loss_bd1=0.707, loss_bd2=0.702]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.45, loss1=0.0242, loss2=0.0181, loss_att=0.00152, loss_bd1=0.707, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.48it/s, cost=1.45, loss1=0.0235, loss2=0.0206, loss_att=0.00156, loss_bd1=0.707, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.48it/s, cost=1.45, loss1=0.023, loss2=0.0184, loss_att=0.00156, loss_bd1=0.707, loss_bd2=0.702]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.45, loss1=0.0228, loss2=0.018, loss_att=0.00157, loss_bd1=0.707, loss_bd2=0.702]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:00<00:00,  1.46it/s, cost=1.45, loss1=0.0223, loss2=0.0181, loss_att=0.00156, loss_bd1=0.707, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.47it/s, cost=1.45, loss1=0.0213, loss2=0.0178, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.48it/s, cost=1.45, loss1=0.0212, loss2=0.018, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.47it/s, cost=1.45, loss1=0.0208, loss2=0.0182, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.45, loss1=0.0209, loss2=0.0175, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.45, loss1=0.0206, loss2=0.018, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.45, loss1=0.0205, loss2=0.0175, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.45, loss1=0.0204, loss2=0.0171, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.45, loss1=0.0201, loss2=0.0171, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.45, loss1=0.0206, loss2=0.0173, loss_att=0.00157, loss_bd1=0.707, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.52, loss1=0.0201, loss2=0.0886, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.707] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.43it/s, cost=1.46, loss1=0.0201, loss2=0.0311, loss_att=0.00158, loss_bd1=0.707, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.47it/s, cost=1.46, loss1=0.0196, loss2=0.0282, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.43it/s, cost=1.46, loss1=0.0198, loss2=0.0284, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.47it/s, cost=1.46, loss1=0.0193, loss2=0.0268, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.44it/s, cost=1.46, loss1=0.0194, loss2=0.0262, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.46, loss1=0.019, loss2=0.0261, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.46, loss1=0.0192, loss2=0.0256, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.48it/s, cost=1.46, loss1=0.019, loss2=0.0246, loss_att=0.00158, loss_bd1=0.708, loss_bd2=0.703]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.46, loss1=0.0195, loss2=0.0245, loss_att=0.00157, loss_bd1=0.707, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.46, loss1=0.0194, loss2=0.0247, loss_att=0.00158, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.46, loss1=0.0186, loss2=0.0239, loss_att=0.00158, loss_bd1=0.708, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.44it/s, cost=1.46, loss1=0.0178, loss2=0.0241, loss_att=0.00157, loss_bd1=0.709, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.49it/s, cost=1.45, loss1=0.0178, loss2=0.0236, loss_att=0.00157, loss_bd1=0.709, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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Unxrml2XJsUOu+V1h+v0f/avSrPq+enBh+pQbjyxMH9irfBq/mb8tWV7pif7Sayb3PVp8n771pdeYjVaLw9BmSlrZsL8kn0q3tXtIk4AvAO98JmVzADazamstAG+KiOE6zdYDcxv25+Rpg/YBjgJ+KgngYGCZpDMjojGwP40DsJlVV7RtLogVwDxJh5EF3rOAt/z5NhGPATMH9yX9FPjIcMEX3AZsZlXXhjbgiBgAzgOWA78HrouIVZIulXTmSIvmGrCZVVq7XkWOiBuBG4ekXVxy7smt5OkAbGbV1sVvwjkAm1l1JV5yqBkH4HGqtq14Ap3D/ulXpdc89sZjC9O3vbE4r507p5Tmdfzi+wrTp09+svSatTtmFKZv/+uS4W5eKslGSXg2NDOzZByAzcxScQA2M0vEAdjMLAGviGFmltB4DsCSlgJnABsi4qg87RLgPcDG/LRP5IOULbHYWTxJDsD0a1eUpD/z+/yx9Ej5BD6atLX4gEc72Bga78vSXw0sLEi/PCKOyTcHXzPrSu2YkH2sNA3AEXEbsLkDZTEza69W5oHo5gA8jPMk3S1pqaRnlZ0k6VxJKyWt7Kf8z2MzszFRwQD8b8DzgGOAh4DPl50YEUsiYkFELJjCHiO8nZnZMzf4Jly3NkGMaBRERDwy+FnSV4Aftq1EZmZtpHr3dvKOqAYsaVbD7uuB4vVxzMxS6vI24FaGoX0LOJlszaQ+4FPAyZKOISv6g8B7x7CM1i71WtLbRxcPB7LqGtcvYkTE4oLkq8agLGZm7TeeA7CZ2Xg2rmvAZmbjmgOwmVkC7VsVeUw4AJtZZXlFDDOzlLp4sicHYDOrNNeAzcxS8KrIZmbpuBPOzCwRB2AzsxQCd8KZmaXiTjjrapoytTA9auWT92hK8beOphbnBVB74XML0390/VcL03s0mvUCbLzrmdX8nJY4AJuZdZ5fxDAzSyWiqydkdwA2s2rr3vjrAGxm1eYmCDOzFAJwE0RmO1s23Rw3rM13ZwKbOnn/LtM9z79rBNeUDZB4aphrfv60vT8//9RDRnD/8a17/u/TaPX5n9OWu3Vv/O1sAI6IAwY/S1oZEQs6ef9u4uefuM8/kZ8dOv/87WqCkLQQ+CLQA1wZEZcNOf4h4N3AALAReFdErN0towYeaGlmlaZ6NN2a5iH1AFcApwHzgcWS5g857S5gQUS8CLgB+GyzfB2Azay62rcs/fHA6ohYExG7gGuBRU+7VcStEbEj3/0lMKdZpik74ZYkvHc38PNPXBP52aGDz5+9iNFShJ0paWXD/pKIaCznbGBdw34fcMIw+Z0D/KjZTZMF4CEPN+H4+Sfu80/kZ4cEz9/abGib2tUuLeltwALgFc3O9TA0M6u0FmvAzawH5jbsz8nTnn4v6RTgk8ArImJns0yTtAFLWijpXkmrJV2UogydJGmppA2SfteQNkPSjyXdl//7rJRlHCuS5kq6VdI9klZJOj9PnyjP3yvpDkm/yZ//03n6YZJuz38Gvi2pfBajcU5Sj6S7JP0w3+/cs7evDXgFMC8v+1TgLGBZ4wmSjgW+DJwZERtaybTjAbjF3sSquRpYOCTtIuCWiJgH3JLvV9EA8OGImA+cCLwv//+eKM+/E3hVRBwNHAMslHQi8Bng8oh4PrCFrM2wqs4Hft+w38Fnbz4CopVREBExAJwHLCd7lusiYpWkSyWdmZ/2OWBv4HpJv5a0rCS7P0tRA27am1g1EXEbsHlI8iLgmvzzNcDrOlqoDomIhyLiV/nn7WTfvLOZOM8fEfF4vjsl3wJ4FdlQJajw80uaA/wNcGW+Lzr97BHNt5ayiRsj4vCIeF5E/HOednFELMs/nxIRB0XEMfl25vA5pgnARb2JsxOUI7WDIuKh/PPDwEEpC9MJkg4FjgVuZwI9f/4n+K+BDcCPgfuBrXmtCqr9M/CvwIX8pStsfzr57JEtSdRsS8XjgLtARHT52q2jJ2lv4DvABRGxrfFY1Z8/ImoRcQxZx83xwJGJi9QRks4ANkTEnUkL0qYa8FhIMQqipd7ECeARSbMi4iFJs8hqR5UkaQpZ8P1GRPxHnjxhnn9QRGyVdCvwUmA/SZPzmmBVfwZOAs6UdDrQC0wne5W3s8/exb/aU9SAm/YmThDLgLPzz2cD309YljGTt/ldBfw+Ir7QcGiiPP8BkvbLP+8JnErWDn4r8Kb8tEo+f0R8PCLmRMShZD/nP4mIt9LhZ1e93nRLpeMBuKw3sdPl6CRJ3wJ+ARwhqU/SOcBlwKmS7gNOyfer6CTg7cCr8p7hX+c1oony/LOAWyXdTVb5+HFE/BD4GPAhSavJ2kWvSljGTuvcswdZ63OzLRFFFy/ZbGY2GvtOOyROnP/epufdtPKSO1PMUOc34cys2rq4kukAbGbV5gBsZpbAYBtwl3IANrNKSznKoRkHYDOrsLQvWjTjAGxm1RU4AJuZJdO9LRAOwGZWbW2akH1MOACbWbU5AJuZJRABte5tg3AANrNqcw3YzCwRB2AzswQCaGHNt1QcgM2swgLCbcBmZp0XuBPOzCwZtwGbmSXiAGxmloIn4zEzSyMAT0dpZpaIa8BmZin4VWQzszQCwuOAzcwS8ZtwZmaJuA3YzCyBCI+CMDNLxjVgM7MUgqjVUheilAOwmVVXl09HOSl1AczMxlTUm28tkLRQ0r2SVku6qOD4HpK+nR+/XdKhzfJ0ADazygog6tF0a0ZSD3AFcBowH1gsaf6Q084BtkTE84HLgc80y9cB2MyqK6JdNeDjgdURsSYidgHXAouGnLMIuCb/fAPwakkaLlO3AZtZpbWpE242sK5hvw84oeyciBiQ9BiwP7CpLFMHYDOrrO1sWX5z3DCzhVN7Ja1s2F8SEUvGqlyDHIDNrLIiYmGbsloPzG3Yn5OnFZ3TJ2kysC/w6HCZug3YzKy5FcA8SYdJmgqcBSwbcs4y4Oz885uAn0QM/xaIa8BmZk3kbbrnAcuBHmBpRKySdCmwMiKWAVcBX5O0GthMFqSHpSYB2szMxoibIMzMEnEANjNLxAHYzCwRB2Azs0QcgM3MEnEANjNLxAHYzCwRB2Azs0T+HwXrzw7BD4ZRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.45, loss1=0.0177, loss2=0.0239, loss_att=0.00157, loss_bd1=0.709, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.45, loss1=0.0176, loss2=0.0233, loss_att=0.00157, loss_bd1=0.709, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.45, loss1=0.0176, loss2=0.0235, loss_att=0.00157, loss_bd1=0.709, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.45, loss1=0.0176, loss2=0.0232, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.45, loss1=0.0181, loss2=0.0232, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.45, loss1=0.018, loss2=0.0228, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.45it/s, cost=1.45, loss1=0.0183, loss2=0.0226, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.45, loss1=0.0183, loss2=0.0228, loss_att=0.00157, loss_bd1=0.708, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.46it/s, cost=1.45, loss1=0.0187, loss2=0.0227, loss_att=0.00157, loss_bd1=0.707, loss_bd2=0.702] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [01:01<00:00,  1.48it/s, cost=1.45, loss1=0.0191, loss2=0.0223, loss_att=0.00157, loss_bd1=0.707, loss_bd2=0.703] \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "EPOCH = 50\n",
    "for i in range(EPOCH):\n",
    "    pbar = tqdm(range(0, len(paths), batch_size), desc = 'minibatch loop')\n",
    "    for k in pbar:\n",
    "        index = min(k + batch_size, len(paths))\n",
    "        files, max_y, max_z = dynamic_batching(paths[k:index])\n",
    "        max_x = max(lengths[k:index])\n",
    "        batch_x = np.zeros((batch_size, max_x))\n",
    "        batch_y = np.zeros((batch_size, max_y, n_mels * resampled))\n",
    "        batch_z = np.zeros((batch_size, max_z, fourier_window_size // 2 + 1))\n",
    "        for n in range(len(files)):\n",
    "            batch_x[n, :] = np.pad(\n",
    "                texts[k + n],\n",
    "                ((0, max_x - texts[k + n].shape[0])),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "            batch_y[n, :, :] = np.pad(\n",
    "                files[n][0],\n",
    "                ((0, max_y - files[n][0].shape[0]), (0, 0)),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "            batch_z[n, :, :] = np.pad(\n",
    "                files[n][1],\n",
    "                ((0, max_z - files[n][1].shape[0]), (0, 0)),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "        _, cost, loss1, loss2, loss_bd1, loss_att, loss_bd2 = sess.run(\n",
    "            [model.optimizer, model.loss, \n",
    "            model.loss1, model.loss2, model.loss_bd1,\n",
    "            model.loss_att, model.loss_bd2],\n",
    "            feed_dict = {model.X: batch_x, model.Y: batch_y, model.Z: batch_z},\n",
    "        )\n",
    "        pbar.set_postfix(cost = cost, loss1 = loss1, loss2 = loss2, loss_bd1 = loss_bd1,\n",
    "                        loss_att = loss_att, loss_bd2 = loss_bd2)\n",
    "        \n",
    "    align = sess.run(\n",
    "        model.alignments, feed_dict = {model.X: batch_x, model.Y: batch_y}\n",
    "    )\n",
    "    plot_alignment(align[0, :, :], i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 42/42 [00:03<00:00, 10.75it/s]\n"
     ]
    }
   ],
   "source": [
    "y_hat = np.ones((1, batch_y.shape[1], n_mels * resampled), np.float32)\n",
    "for j in tqdm(range(batch_y.shape[1])):\n",
    "    _y_hat = sess.run(model.Y_hat, {model.X: [texts[0]], model.Y: y_hat})\n",
    "    y_hat[:, j, :] = _y_hat[:, j, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "mags = sess.run(model.Z_hat, {model.Y: y_hat})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "audio = spectrogram2wav(mags[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "ipd.Audio(audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving: say the word mop\n"
     ]
    }
   ],
   "source": [
    "from scipy.io.wavfile import write\n",
    "print('saving: %s'%(raw_texts[0]))\n",
    "write(os.path.join('test-tacotron.wav'), sample_rate, audio)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mags = sess.run(model.Z_hat, {model.Y: [batch_y[0]]})\n",
    "audio = spectrogram2wav(mags[0])\n",
    "ipd.Audio(audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "real_audio = spectrogram2wav(batch_z[0])\n",
    "ipd.Audio(real_audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
